[{"data":1,"prerenderedAt":901},["ShallowReactive",2],{"$fnxZI9FB8SUieyGmTlZA5iX1HyPFNTC7PB6y2iGi1atQ":3,"global-seo-setting":291,"header-setting":338,"navigations":416,"footer":638,"certificates":756},{"data":4,"meta":290},{"id":5,"title":6,"slug":7,"createdAt":8,"updatedAt":9,"publishedAt":10,"documentId":11,"locale":12,"showOnArticlesPage":13,"disablePrerender":14,"category":15,"tagCategory":23,"blogImage":23,"settings":23,"seo":24,"body":29},2720,"Cluster -  Sampling intervals and data integrity - TOOL ARTICLE","sampling-intervals","2026-04-10T08:14:17.133Z","2026-04-10T10:52:15.938Z","2026-04-10T10:52:16.344Z","oo0f7ehzpksm0yi9a7lo5z9v","en",true,false,{"id":16,"name":17,"slug":18,"createdAt":19,"updatedAt":20,"publishedAt":21,"documentId":22,"locale":12},1,"Temperature mapping","temperature-mapping","2023-11-21T11:15:18.553Z","2024-01-22T08:55:42.878Z","2023-11-21T11:15:21.494Z","pwyjqghevtcklhb35py7i7lq",null,{"id":25,"pageTitle":26,"shortDescription":27,"noIndex":14,"noAI":14,"noFollow":14,"Schema":23,"canonicalURL":28,"ogTitle":23,"ogDescription":23,"noSitemap":13,"image":23},3573,"How to choose a sampling interval for temperature mapping ","The sampling interval affects what your mapping data actually captures. Learn how to justify your choice for WHO, ISPE, and GxP audit requirements.","https:\u002F\u002Feupry.com\u002Ftemperature-mapping\u002F",[30,105,133,141,146,151,181,185,217,221,248,280,286],{"__component":31,"id":32,"title":33,"content":34,"blockId":23,"ulStyle":23,"video":23,"auto play":14,"imageLeftTextRight":14,"preTitle":23,"preTitleColor":23,"ctaInfoText":35,"titleLevel":36,"imageUrl":23,"subTitle":23,"verticalCenteredText":13,"hideOnMobile":14,"hideTopDecoration":14,"buttons":37,"media":45,"employee":70},"blocks.media-and-text-split-view",12589,"How to choose a sampling interval for mapping","The sampling interval determines how much of what actually happened in your environment ends up in the record, and a gap in data can become a finding in an audit. Understand how to choose the right interval, what the guidance actually says, and why inspectors are increasingly asking for documented rationale.","Visualize how the time between samples (interval) affects data fidelity.","h2",[38],{"id":39,"title":40,"href":41,"type":42,"size":43,"arrow":44,"blockId":23,"fullWidth":14,"quizId":23,"icon":23},12490,"Try the Sensor Sampling Simulator","https:\u002F\u002Feupry.com\u002Ftools\u002Ftemperature-sensor-sampling-visualizer\u002F","black","default","right",{"id":46,"name":47,"alternativeText":23,"caption":23,"width":48,"height":49,"formats":50,"hash":63,"ext":52,"mime":55,"size":64,"url":65,"previewUrl":23,"provider":66,"provider_metadata":67,"createdAt":68,"updatedAt":68,"documentId":69,"publishedAt":68,"focalPoint":23},2040,"Sensor Sampling Simulator05.png",1879,1144,{"thumbnail":51},{"ext":52,"url":53,"hash":54,"mime":55,"name":56,"path":23,"size":57,"width":58,"height":59,"sizeInBytes":60,"provider_metadata":61},".png","https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1775816305\u002Fthumbnail_Sensor_Sampling_Simulator05_7bac05fd54.png","thumbnail_Sensor_Sampling_Simulator05_7bac05fd54","image\u002Fpng","thumbnail_Sensor Sampling Simulator05.png",15.15,245,149,15146,{"public_id":54,"resource_type":62},"image","Sensor_Sampling_Simulator05_7bac05fd54",325.47,"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1775816305\u002FSensor_Sampling_Simulator05_7bac05fd54.png","cloudinary",{"public_id":63,"resource_type":62},"2026-04-10T10:18:26.062Z","gxpy54ma9av9odinbuklyevf",{"id":71,"name":72,"workTitle":73,"testimonial":23,"email":23,"linkedIn":74,"createdAt":75,"updatedAt":76,"publishedAt":77,"documentId":78,"url":23,"image":79,"thumbnail":23},197,"Jakob Konradsen","CQO  & co-founder","https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fjakob-konradsen-2ba0b694\u002F","2024-01-17T13:04:26.884Z","2025-05-22T14:39:06.541Z","2025-05-22T14:39:06.582Z","ba20sn47jua4m2o1etu4g24b",{"id":80,"name":81,"alternativeText":82,"caption":23,"width":83,"height":84,"formats":85,"hash":97,"ext":87,"mime":90,"size":98,"url":99,"previewUrl":23,"provider":66,"provider_metadata":100,"createdAt":101,"updatedAt":102,"documentId":103,"publishedAt":104,"focalPoint":23},1142,"Jakob.jpg","Headshot of Jakob, a bearded man with glasses wearing a light blue shirt, against a neutral background.",400,582,{"thumbnail":86},{"ext":87,"url":88,"hash":89,"mime":90,"name":91,"path":23,"size":92,"width":93,"height":94,"sizeInBytes":95,"provider_metadata":96},".jpg","https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1747924743\u002Fthumbnail_Jakob_c5bef4b1d7.jpg","thumbnail_Jakob_c5bef4b1d7","image\u002Fjpeg","thumbnail_Jakob.jpg",3.46,107,156,3457,{"public_id":89,"resource_type":62},"Jakob_c5bef4b1d7",119.58,"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1747924743\u002FJakob_c5bef4b1d7.jpg",{"public_id":97,"resource_type":62},"2025-05-22T14:39:03.832Z","2026-03-26T11:01:59.654Z","g5thni2w7vy0tqc3xlci6vc9","2025-05-22T14:39:03.833Z",{"__component":106,"id":59,"title":107,"description":23,"blockId":23,"imageUrl":23,"layout":23,"hideOnMobile":14,"items":108,"media":23},"blocks.table-of-contents","Table of contents",[109,113,117,121,125,129],{"id":110,"label":111,"link":112},764,"What is a sampling interval in mapping?","#what",{"id":114,"label":115,"link":116},765,"What happens when the sampling interval is too wide","#wide",{"id":118,"label":119,"link":120},766,"What WHO and ISPE actually require","#who",{"id":122,"label":123,"link":124},767,"Sensor Sampling Simulator [tool]","#simulator",{"id":126,"label":127,"link":128},768,"5 questions ans answers about sampling intervals","#faq",{"id":130,"label":131,"link":132},769,"Related reading","#related",{"__component":134,"id":135,"text":136,"columns":137,"title":138,"blockId":139,"hideOnMobile":14,"ulStyle":23,"ulColor":23,"buttons":140},"blocks.text",3554,"A sampling interval is the frequency at which a data logger records a temperature measurement. It determines how much of what actually happened in your environment ends up in the data record.\n\nA [mapping study](\u002Ftemperature-mapping)is only as reliable as the data it captures. Calibration gets most of the attention, but a factor of equal importance often goes unchallenged in protocol reviews: The sampling interval.\n\nAs we know, a data logger does not record temperature continuously, but \"wakes up\" at a set interval, takes a snapshot, saves the value, and goes back to sleep. The software then connects those snapshots into a line graph, and everything between two data points is interpolation, not measurement.\n\nIn other words, the sampling interval is simply how much time passes between those snapshots.","one","What is a sampling interval in temperature mapping?","what",[],{"__component":134,"id":142,"text":143,"columns":137,"title":115,"blockId":144,"hideOnMobile":14,"ulStyle":23,"ulColor":23,"buttons":145},3555,"The frequency at which a data logger records a measurement determines how much of the thermal picture you actually see. Set the interval too wide, and the final report may present a stable environment that never existed. Set it too narrow, and you are drowning in data points without gaining useful resolution.\n\nFor a validation engineer, the question is straightforward: what happened to the temperature between those two dots? If the interval is short enough, the answer is \"probably nothing significant.\" If it is not, you may have gaps in your data that no amount of post-hoc analysis can fill.\n\nThis matters for three reasons that show up in audits and batch decisions.\n\n### Missed excursions\n\nA compressor failure that lasts eight minutes will appear in data logged every minute. It may be completely invisible in data logged every fifteen minutes if the system recovers between samples. The mapping report would show a stable environment, even though a real excursion occurred and went unrecorded.\n\nIn GxP environments, undocumented excursions are not harmless. If an inspector reviews your mapping data alongside HVAC event logs and finds a cooling failure that does not appear in the temperature record, the gap itself becomes the finding.\n\n### MKT calculation accuracy\n\nMean kinetic temperature calculations depend on the granularity of the input data. USP \u003C1079.2> defines specific [evaluation windows for excursion assessment](\u002Fregulations-temperature-compliance\u002Fusp1079.2\u002F) — 30 consecutive days for controlled room temperature, 24 consecutive hours for controlled cold temperature. If the underlying data has 15-minute gaps, short but significant temperature spikes will be averaged into the calculation rather than captured as discrete events. The result is an MKT value that understates actual thermal exposure.\n\n### Audit defensibility\n\nWhen you present mapping results during an inspection, the sampling interval is part of the story. Inspectors expect the interval to be justified by a documented rationale tied to the thermal characteristics of the environment. \"We used 5 minutes because that is what the logger defaults to\" is not a defensible answer. \"We used 5 minutes because the area's recovery time from door-opening events is 8–12 minutes, and this interval captures at least two data points per event\" is.\n\n**Also read:** [GDP temperature mapping: protocol template and guidelines](\u002Fgdp\u002Fgdp-mapping\u002F)","wide",[],{"__component":134,"id":147,"text":148,"columns":137,"title":119,"blockId":149,"hideOnMobile":14,"ulStyle":23,"ulColor":23,"buttons":150},3556,"A common rule of thumb is that GxP guidelines suggest intervals between 1 and 15 minutes. That is roughly accurate but worth unpacking.\n\nWHO TRS 961 Annex 9 Supplement 8 specifies that data loggers should have a programmable sampling period with intervals ranging from one second to beyond one hour. This describes the capability requirement for loggers, not a recommended interval for studies. The WHO does not prescribe a single interval for all applications.\n\nThe ISPE Good Practice Guide for Controlled Temperature Chambers elaborates on recording intervals and provides rationales that connect interval selection to the thermal behavior of the mapped space. Dickson and other industry sources cite 1–15 minutes as a typical range for warehouse mapping, with shorter intervals for equipment that changes temperature more rapidly, such as freezers.\n\nEupry's own WHO mapping guidelines page notes that [five-minute intervals will often be sufficient](\u002Ftemperature-mapping\u002Fwho-mapping-guidelines\u002F), but emphasizes that this should be based on your risk assessment, not applied as a blanket default.\n\nThe common thread across all of these sources is that the interval should be justified by the rate of thermal change in the environment, not chosen by convenience or logger defaults.\n\n","who",[],{"__component":152,"id":153,"title":154,"lead":155,"hubspotFormId":156,"blockId":157,"hubspotMeetingUrl":23,"titleLevel":23,"preTitle":23,"preTitleColor":23,"imageUrl":23,"hideOnMobile":23,"media":158},"blocks.download-form",3070,"8-step checklist: WHO’s temperature mapping guidelines","Get a step-by-step guide to implementing the principles in our WHO temperature mapping guideline checklist.","e1f82ed9-a902-462a-a3a1-30ca8697deb3","download",{"id":159,"name":160,"alternativeText":161,"caption":23,"width":162,"height":163,"formats":164,"hash":173,"ext":52,"mime":55,"size":174,"url":175,"previewUrl":23,"provider":66,"provider_metadata":176,"createdAt":177,"updatedAt":178,"documentId":179,"publishedAt":180,"focalPoint":23},829,"WHO 8-steps checklist Mockup.png","Eupry 8-step checklist booklet cover featuring WHO logo for temperature mapping guidelines",1889,2090,{"thumbnail":165},{"ext":52,"url":166,"hash":167,"mime":55,"name":168,"path":23,"size":169,"width":170,"height":94,"sizeInBytes":171,"provider_metadata":172},"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1741943547\u002Fthumbnail_WHO_10_steps_checklist_Mockup_e34ccf29d8.png","thumbnail_WHO_10_steps_checklist_Mockup_e34ccf29d8","thumbnail_WHO 10-steps checklist Mockup.png",37.37,141,37371,{"public_id":167,"resource_type":62},"WHO_10_steps_checklist_Mockup_e34ccf29d8",3264.45,"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1741943548\u002FWHO_10_steps_checklist_Mockup_e34ccf29d8.png",{"public_id":173,"resource_type":62},"2024-07-24T11:57:48.214Z","2026-03-26T11:02:38.808Z","zjus4cf7nya1wzoyc5w4wml7","2025-01-29T12:38:47.261Z",{"__component":134,"id":182,"text":183,"columns":137,"title":23,"blockId":23,"hideOnMobile":14,"ulStyle":23,"ulColor":23,"buttons":184},3557,"ow do you choose the right sampling interval for mapping your environment?\n\nShorter is not always better. A 10-second interval on a 72-hour warehouse study generates over 25,000 data points per sensor. Multiply that across 30 or more loggers, and you have a dataset that is expensive to store, slow to analyze, and adds no value if the warehouse temperature changes meaningfully only over minutes, not seconds.\n\nThe decision depends on three factors.\n\n**Rate of change.** How fast does the environment respond to disturbances? A shipping dock with frequent door openings and direct exposure to outside air changes temperature rapidly, sometimes within a few minutes. A large cold room with high thermal mass and stable HVAC may take an hour to shift by a single degree. The interval should be short enough to capture at least two data points during the fastest expected temperature change.\n\n**Also read:** [Thermal mass and thermal lag: why air alarms do not tell the full story](\u002Ftemperature-mapping\u002Fthermal-mass-thermal-lag\u002F)\n\n**Risk assessment.** What is the consequence if a short excursion goes unrecorded? For a warehouse storing controlled room temperature products with broad stability budgets, a missed two-minute fluctuation is unlikely to matter. For a freezer holding biologics at -70°C (-94°F), the same gap could mask a critical event.\n\n**Practical constraints.** Battery life, memory capacity, and data processing time all scale with logging frequency. If your quality system cannot efficiently handle the data volume, the extra resolution creates a new problem without solving the original one. The right interval balances fidelity with operational feasibility.\n\nA reasonable starting framework for most pharmaceutical mapping studies:\n\n- **Freezers and ULT equipment:** 10 seconds to 3 minutes, depending on door frequency and recovery characteristics\n- **Refrigerators and cold rooms:** 1 to 5 minutes\n- **Ambient warehouses:** 5 to 15 minutes, with shorter intervals near docks and doors\n\nThese ranges align with what we [recommends for mapping equipment selection](\u002Ftemperature-mapping\u002Fequipment\u002F) and should always be documented in the mapping protocol with a rationale tied to the specific environment.\n\n**Also see**: [How to create a temperature mapping protocol in pharma](\u002Ftemperature-mapping\u002Fprotocol)",[],{"__component":31,"id":186,"title":187,"content":188,"blockId":189,"ulStyle":23,"video":23,"auto play":14,"imageLeftTextRight":14,"preTitle":190,"preTitleColor":23,"ctaInfoText":23,"titleLevel":36,"imageUrl":23,"subTitle":23,"verticalCenteredText":13,"hideOnMobile":14,"hideTopDecoration":14,"buttons":191,"media":196,"employee":23},12590,"Sensor Sampling Simulator: How interval changes affect your data","To move beyond theoretical understanding, we have built a [Sensor Sampling Simulator](\u002Ftools\u002Ftemperature-sensor-sampling-visualizer\u002F) to provide a dynamic way to see how data changes as the interval is adjusted.\n\nThe tool presents a simulated \"true temperature\" curve alongside the data points a logger would actually record at your chosen interval. \n\n### How to use the tool\n\n- **Adjust the sampling interval**: By using the slider to increase or decrease the interval (e.g., from 1 minute to 30 minutes), users can see the logged points move further apart.\n- **Simulate a peak event**: Users can insert a \"simulated peak event\" into the timeline. This feature allows for the observation of how a sudden, sharp temperature rise is represented (or misrepresented) at different sampling frequencies.\n- **Observe the fidelity loss**: As the interval increases, especially during a peak event, the \"Logged Data\" line begins to deviate significantly from the \"True\" curve. Users can observe how the recorded peak height is lower than the actual peak, or how the event is missed entirely as resolution decreases.\n- **Analyze the impact**: This visualization demonstrates why a high-turnover area (like a shipping dock) requires a much shorter interval than a high-thermal-mass area (like a large cold room).\n","simulator","Tool",[192],{"id":193,"title":194,"href":41,"type":42,"size":43,"arrow":195,"blockId":23,"fullWidth":14,"quizId":23,"icon":23},12491,"Try the simulator","none",{"id":197,"name":198,"alternativeText":23,"caption":23,"width":199,"height":200,"formats":201,"hash":210,"ext":52,"mime":55,"size":211,"url":212,"previewUrl":23,"provider":66,"provider_metadata":213,"createdAt":214,"updatedAt":214,"documentId":215,"publishedAt":216,"focalPoint":23},2036,"Sensor Sampling Simulator02.png",1187,675,{"thumbnail":202},{"ext":52,"url":203,"hash":204,"mime":55,"name":205,"path":23,"size":206,"width":58,"height":207,"sizeInBytes":208,"provider_metadata":209},"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1775810290\u002Fthumbnail_Sensor_Sampling_Simulator02_b6dc706441.png","thumbnail_Sensor_Sampling_Simulator02_b6dc706441","thumbnail_Sensor Sampling Simulator02.png",15.52,139,15518,{"public_id":204,"resource_type":62},"Sensor_Sampling_Simulator02_b6dc706441",145.54,"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1775810290\u002FSensor_Sampling_Simulator02_b6dc706441.png",{"public_id":210,"resource_type":62},"2026-04-10T08:38:11.517Z","klny6hsqmf5tg6nzajk4p641","2026-04-10T08:38:11.518Z",{"__component":218,"id":219,"title":23,"content":220,"blockId":23,"imageUrl":23,"hideOnMobile":14,"media":23},"blocks.media-and-text-overflow-media",655,"**Note:** The simulator is an educational tool designed to illustrate how sampling frequency affects data representation. It does not recommend specific intervals for your application. Final logging intervals should always be determined by the thermal characteristics of the equipment, the products stored, and your applicable GxP requirements.",{"__component":222,"id":223,"title":127,"content":23,"blockId":224,"preTitle":225,"preTitleColor":226,"includeInGoogleSchema":13,"hideOnMobile":14,"questions":227},"blocks.faq",2035,"faq","FAQ","Brain Freeze Dark",[228,232,236,240,244],{"id":229,"question":230,"answer":231},13438,"What sampling interval should I use for mapping?","It depends on the environment. Freezers typically need 10 seconds to 3 minutes; warehouses 5 to 15 minutes. Justify the choice in your protocol.\n\n[Learn more about temperature mapping in GxP](\u002Ftemperature-mapping).",{"id":233,"question":234,"answer":235},13439,"Can a long sampling interval cause me to miss a temperature excursion?","Yes. If the environment recovers between samples, a real excursion can go entirely unrecorded in your mapping data.",{"id":237,"question":238,"answer":239},13440,"Do WHO or ISPE guidelines specify a required sampling interval?","No single interval is mandated. WHO requires programmable intervals; ISPE links interval choice to the thermal behavior of the space.\n\n[Learn more about the WHO's mapping guidelines](\u002Ftemperature-mapping\u002Fwho-mapping-guidelines\u002F).",{"id":241,"question":242,"answer":243},13441,"How does the sampling interval affect MKT calculations?","Wide intervals can smooth out short temperature spikes, producing MKT values that understate actual thermal exposure.\n\nAlso see: [USP \u003C1079.2> in action: How Eupry’s alarm handling provides faster, safer excursion evaluation](\u002Fproduct-releases\u002Fnew-alarm-system-usp1079-2\u002F)",{"id":245,"question":246,"answer":247},13442,"What is the trade-off of using very short sampling intervals?","Shorter intervals increase data volume, reduce battery life, and extend analysis time. Balance fidelity with practical constraints.\n\n\n",{"__component":31,"id":249,"title":250,"content":251,"blockId":23,"ulStyle":23,"video":23,"auto play":14,"imageLeftTextRight":13,"preTitle":23,"preTitleColor":23,"ctaInfoText":23,"titleLevel":36,"imageUrl":23,"subTitle":23,"verticalCenteredText":13,"hideOnMobile":14,"hideTopDecoration":14,"buttons":252,"media":258,"employee":23},12591,"Temperature mapping solutions built for GxP","Avoid delays, errors, and compliance risks with Eupry’s complete temperature mapping services and equipment.\n\n- **Audit-ready mapping with a click**: Digital protocols, analysis, and GxP-compliant reports in the software.\n- **Validated right, every time**: No costly errors or delays with expert guidance and live insights.\n- **Minimal disruptions**: Fast and flexible setup keep the operational downtime to a minimum.",[253],{"id":254,"title":255,"href":256,"type":257,"size":43,"arrow":195,"blockId":23,"fullWidth":13,"quizId":23,"icon":23},12492,"See how it works","\u002Fsolutions\u002Fmapping\u002F","hot-pink",{"id":259,"name":260,"alternativeText":261,"caption":23,"width":262,"height":263,"formats":264,"hash":273,"ext":52,"mime":55,"size":274,"url":275,"previewUrl":23,"provider":66,"provider_metadata":276,"createdAt":277,"updatedAt":278,"documentId":279,"publishedAt":277,"focalPoint":23},1925,"Mapping kit01.png","Eupry temperature mapping kit in protective hard case with wireless sensors, beside engineer reviewing data on tablet in warehouse",1459,1006,{"thumbnail":265},{"ext":52,"url":266,"hash":267,"mime":55,"name":268,"path":23,"size":269,"width":270,"height":94,"sizeInBytes":271,"provider_metadata":272},"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1773070788\u002Fthumbnail_Mapping_kit01_9c96dc5755.png","thumbnail_Mapping_kit01_9c96dc5755","thumbnail_Mapping kit01.png",67.17,226,67169,{"public_id":267,"resource_type":62},"Mapping_kit01_9c96dc5755",1831.93,"https:\u002F\u002Fres.cloudinary.com\u002Feupry\u002Fimage\u002Fupload\u002Fv1773070788\u002FMapping_kit01_9c96dc5755.png",{"public_id":273,"resource_type":62},"2026-03-09T15:39:49.470Z","2026-03-26T11:32:34.337Z","xciskrbkk2qkuwroy3rnfumg",{"__component":134,"id":281,"text":282,"columns":137,"title":131,"blockId":283,"hideOnMobile":14,"ulStyle":284,"ulColor":23,"buttons":285},3558,"- [How to choose the right mapping equipment](\u002Ftemperature-mapping\u002Fequipment\u002F)\n- [How to analyze data from your mapping exercises](\u002Ftemperature-mapping\u002Fanalyze-data-from-mapping-exercise\u002F)\n- [Thermal mass and thermal lag: Why air alarms do not tell the full story](\u002Ftemperature-mapping\u002Fthermal-mass-thermal-lag\u002F)\n- [How to create a temperature mapping protocol in 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